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Pathway reporter genes define molecular phenotypes of human cells

BACKGROUND: The phenotype of a living cell is determined by its pattern of active signaling networks, giving rise to a “molecular phenotype” associated with differential gene expression. Digital amplicon based RNA quantification by sequencing is a useful technology for molecular phenotyping as a nov...

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Autores principales: Zhang, Jitao David, Küng, Erich, Boess, Franziska, Certa, Ulrich, Ebeling, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4415216/
https://www.ncbi.nlm.nih.gov/pubmed/25903797
http://dx.doi.org/10.1186/s12864-015-1532-2
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author Zhang, Jitao David
Küng, Erich
Boess, Franziska
Certa, Ulrich
Ebeling, Martin
author_facet Zhang, Jitao David
Küng, Erich
Boess, Franziska
Certa, Ulrich
Ebeling, Martin
author_sort Zhang, Jitao David
collection PubMed
description BACKGROUND: The phenotype of a living cell is determined by its pattern of active signaling networks, giving rise to a “molecular phenotype” associated with differential gene expression. Digital amplicon based RNA quantification by sequencing is a useful technology for molecular phenotyping as a novel tool to characterize the state of biological systems. RESULTS: We show here that the activity of signaling networks can be assessed based on a set of established key regulators and expression targets rather than the entire transcriptome. We compiled a panel of 917 human pathway reporter genes, representing 154 human signaling and metabolic networks for integrated knowledge- and data-driven understanding of biological processes. The reporter genes are significantly enriched for regulators and effectors covering a wide range of biological processes, and faithfully capture gene-level and pathway-level changes. We apply the approach to iPSC derived cardiomyocytes and primary human hepatocytes to describe changes in molecular phenotype during development or drug response. The reporter genes deliver an accurate pathway-centric view of the biological system under study, and identify known and novel modulation of signaling networks consistent with literature or experimental data. CONCLUSIONS: A panel of 917 pathway reporter genes is sufficient to describe changes in the molecular phenotype defined by 154 signaling cascades in various human cell types. AmpliSeq-RNA based digital transcript imaging enables simultaneous monitoring of the entire pathway reporter gene panel in up to 150 samples. We propose molecular phenotyping as a useful approach to understand diseases and drug action at the network level. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1532-2) contains supplementary material, which is available to authorized users.
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spelling pubmed-44152162015-05-01 Pathway reporter genes define molecular phenotypes of human cells Zhang, Jitao David Küng, Erich Boess, Franziska Certa, Ulrich Ebeling, Martin BMC Genomics Methodology Article BACKGROUND: The phenotype of a living cell is determined by its pattern of active signaling networks, giving rise to a “molecular phenotype” associated with differential gene expression. Digital amplicon based RNA quantification by sequencing is a useful technology for molecular phenotyping as a novel tool to characterize the state of biological systems. RESULTS: We show here that the activity of signaling networks can be assessed based on a set of established key regulators and expression targets rather than the entire transcriptome. We compiled a panel of 917 human pathway reporter genes, representing 154 human signaling and metabolic networks for integrated knowledge- and data-driven understanding of biological processes. The reporter genes are significantly enriched for regulators and effectors covering a wide range of biological processes, and faithfully capture gene-level and pathway-level changes. We apply the approach to iPSC derived cardiomyocytes and primary human hepatocytes to describe changes in molecular phenotype during development or drug response. The reporter genes deliver an accurate pathway-centric view of the biological system under study, and identify known and novel modulation of signaling networks consistent with literature or experimental data. CONCLUSIONS: A panel of 917 pathway reporter genes is sufficient to describe changes in the molecular phenotype defined by 154 signaling cascades in various human cell types. AmpliSeq-RNA based digital transcript imaging enables simultaneous monitoring of the entire pathway reporter gene panel in up to 150 samples. We propose molecular phenotyping as a useful approach to understand diseases and drug action at the network level. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1532-2) contains supplementary material, which is available to authorized users. BioMed Central 2015-04-24 /pmc/articles/PMC4415216/ /pubmed/25903797 http://dx.doi.org/10.1186/s12864-015-1532-2 Text en © Zhang et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Methodology Article
Zhang, Jitao David
Küng, Erich
Boess, Franziska
Certa, Ulrich
Ebeling, Martin
Pathway reporter genes define molecular phenotypes of human cells
title Pathway reporter genes define molecular phenotypes of human cells
title_full Pathway reporter genes define molecular phenotypes of human cells
title_fullStr Pathway reporter genes define molecular phenotypes of human cells
title_full_unstemmed Pathway reporter genes define molecular phenotypes of human cells
title_short Pathway reporter genes define molecular phenotypes of human cells
title_sort pathway reporter genes define molecular phenotypes of human cells
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4415216/
https://www.ncbi.nlm.nih.gov/pubmed/25903797
http://dx.doi.org/10.1186/s12864-015-1532-2
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